科罗拉多州就业市场下滑,立法经济学家指责数据不佳

科罗拉多州就业市场下滑,立法经济学家指责数据不佳

2025-12-06Business
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雷总
哈喽 hanjf12,晚上好!我是雷总。今天是12月8号星期一,现在是深夜23点43分。这么晚还在充电学习,这精神我是非常佩服的,咱们 Goose Pod 也是主打一个陪伴。
董小姐
我是董小姐。不管是做企业还是看经济,任何时候都不能松懈。今天我们要聊的话题很严肃,科罗拉多州就业市场下滑,而且更糟糕的是,连衡量好坏的数据都出了问题。
雷总
这事儿挺有意思,就像我们发布一款新手机,结果屏幕显示电量是满的,但实际上已经关机了。科罗拉多州的经济现在就是这个状态,立法机构的首席经济学家 Greg Sobetski 直接站出来指责,说这数据质量太差,根本看不清真相。
董小姐
这在我的企业里绝对不允许发生。数据是管理的眼睛,眼睛瞎了怎么走路?Sobetski 质疑得很有道理,因为那个负责统计的劳工部门在2023年换了一套新的失业保险计算机系统,结果搞出了一堆乱码。
雷总
又是系统升级惹的祸!作为程序员出身,我太懂了。这一升级,直接导致数据出现了巨大的偏差。联邦机构甚至一度停止发布科罗拉多州的数据,因为实在没法看。这也让我想起常识研究所的那份报告,提到政府支出增长远超税收,这背后的逻辑是相通的。
董小姐
没错,这就是管理失控。你看之前瑞银那个报告,把劳动力市场比作浴缸,出水口变大,进水口变小,这就是危机。现在科罗拉多州不仅是浴缸漏水,连水位计都坏了。技术和建筑业这两个支柱产业正在遭受重创,尤其是科技行业。
雷总
说到科技行业,这可是我的老本行。科罗拉多州的科技就业占比高达12.5%,比全美平均水平高出不少。但这回“成也萧何败也萧何”,科技业裁员潮一来,他们受得伤比谁都重。这数据一乱,大家都不知道这伤口到底有多深。
董小姐
看不清伤口才是最可怕的。Sobetski 说数据被严重“损害”了,修正后的数据居然比之前少了51,000个工作岗位。这不仅仅是数字游戏,这是几万个家庭的生计。这种误差率,放在生产线上就是全批次报废。
雷总
我们来复盘一下这个背景。科罗拉多州以前可是“优等生”,失业率长期低于全美平均线。他们的劳动力素质很高,受过高等教育的人才多,这有点像我们做高端机,堆料很足。但从2024年初开始,失业率突然反超全美,这是个极其危险的信号。
董小姐
基础不牢,地动山摇。他们过度依赖科技和建筑这两个行业。你知道吗,科技行业在他们那儿的占比是12.5%,而全美只有9%。建筑业也是,占比6.3%。这两个行业一旦感冒,整个州就得发烧。这就是缺乏多元化布局的后果。
雷总
而且这个数据崩溃的时间点也很尴尬。2023年他们上线了那个新的失业保险系统,本意可能是想做个“发烧”级的升级,结果bug满天飞。美国劳工统计局(BLS)一看这数据,直接懵了,说这我也没法发啊,甚至暂停了发布。
董小姐
这就像我卖空调,如果温控器是坏的,我怎么敢卖给消费者?虽然他们声称现在问题解决了,但雇主提交的数据质量依然堪忧。那个叫 Tim Wonhof 的主管也承认,他们还在调查数据到底有多少水分。这种不确定性,是商业的大忌。
雷总
对,这就好比我们跑分,如果跑分软件本身算法有问题,那你跑多少分都没意义。现在的情况是,新数据和旧数据完全“不兼容”,中间有个巨大的断层。你想做个长期趋势分析?对不起,接口对不上,这就很让人抓狂。
董小姐
所以说,核心技术必须掌握在自己手里,而且必须精准。他们现在连能不能把新旧数据衔接上都不知道。这就导致了一个结果:大家都在盲人摸象。经济学家不敢信数据,政府做决策就没有依据,最后买单的还是老百姓。
雷总
还有个背景得提一下,虽然科技业在裁员,但科罗拉多的劳动力参与率其实还挺高,67.7%,排全美第六。这说明大家还是想工作的,只是岗位没了,或者说,岗位和人才不匹配了。这就像你有最好的工程师,但没有项目给他们做。
董小姐
光有热情没用,得有实实在在的岗位。现在建筑业招聘也在下滑,这可是实体经济的风向标。如果连盖房子的人都少了,说明大家对未来的信心不足。这不仅仅是数据问题,是实体经济的造血能力出了问题。
雷总
这就引出了最大的矛盾点:信任危机。Greg Sobetski 作为立法机构的经济学家,他的态度非常鲜明,就是“我不信”。他说哪怕是微小的方法论问题,都会导致完全不同的经济故事。这就像写代码,一个标点符号错了,整个程序就跑不通。
董小姐
我很欣赏这种较真的态度。Sobetski 说他怀疑这些增长率的细节,这是对的。如果是增长1%还是下降0.5%,这在宏观上是天壤之别。如果是下降,那就是衰退的信号;如果是增长,那还可以粉饰太平。现在连这个基本判断都做不出来。
雷总
而且这不仅仅是科罗拉多的问题,这是一个大环境的缩影。你看之前的新闻,川普甚至因为不喜欢就业数据,直接把 BLS 的局长 Erika McEntarfer 给炒了。这就像我看产品评测不满意,把评测机构给封了一样,这太疯狂了。
董小姐
这就是把严肃的经济数据政治化。数据应该是客观的,是黑就是黑,是白就是白。如果为了面子好看去修改数据,或者因为数据不好看就解决提出问题的人,那最后吃亏的是整个国家。这种风气一旦形成,信誉就彻底破产了。
雷总
Sobetski 最大的痛点在于,他没法把现在的数据“修复”到能和以前对比的程度。他说“无法恢复数据的一致性”。这在技术上叫“不可逆的损坏”。这意味着我们失去了一把准确的尺子,你根本不知道现在的经济到底是长高了还是变矮了。
董小姐
没有尺子,怎么裁衣?Tim Wonhof 那边还在找理由,说什么川普的贸易政策、华盛顿的政治功能失调影响了商业活动。也许有影响,但你自己家的数据系统做不好,不要怪邻居吵。打铁还需自身硬,先把自己的数据搞准了再说。
雷总
确实,外部环境比如高利率、贸易战肯定有影响,但核心冲突在于,大家现在都在“猜”。美联储要降息还是加息?企业要扩张还是收缩?hanjf12 你想,如果你作为老板,看着一堆乱码报表,你敢签字投资吗?我是不敢。
董小姐
绝对不敢。这种时候最需要的是定力。但现在的情况是,不仅数据乱,修正幅度还特别大。九月份那次修正,直接把之前的一年数据砍掉了51,000个岗位,修正幅度高达1.8%,全美第二差。这简直是断崖式下跌,之前的乐观全是泡沫。
雷总
这带来的影响就是所谓的“无声衰退”(Silent Recession)。数据上看着好像还行,或者干脆看不清,但老百姓的体感是很痛的。就像手机发热严重,虽然界面不卡,但实际上内部已经快烧了。住房市场陷入低迷,预算也出现了大窟窿。
董小姐
财政赤字是必然的。如果你连有多少人在工作、交多少税都算不准,你怎么做预算?之前提到的医疗保健预算激增,教育经费被挤占,这些都是连锁反应。没有就业就没有税收,没有税收,政府的公共服务就得缩水。
雷总
还有一个影响是财政政策的效力在减弱。之前疫情期间,财政政策像个助推器,把GDP推高了4%左右。但到了现在,财政政策已经变成“中性”了,推不动了。如果这时候数据再误导决策,那可能会把经济推向深渊。
董小姐
对于普通人来说,影响更直接。科技行业的裁员潮,让很多高薪中产阶级瞬间失去收入来源。这不仅仅是少买一部手机的问题,是房贷断供、消费降级的开始。而且这种不确定性会传染,让还没失业的人也不敢消费,形成恶性循环。
雷总
对,这就是预期的自我实现。而且还要考虑到“乘数效应”,一个科技岗位的消失,可能会带动周边2.42个服务岗位的消失。科罗拉多那么依赖科技业,这个打击面是成倍放大的。这可不是简单的加减法,这是指数级的冲击。
董小姐
虽然情况严峻,但也不是全无希望。我看2025年6月的数据,失业率降到了4.7%,比之前好了一点点。而且金融和会计领域的岗位需求还在,因为老龄化,很多老会计退休了,年轻人有机会顶上去。这就是危中有机。
雷总
只要思想不滑坡,办法总比困难多。还有一个概念叫“盈亏平衡就业增长率”在下降,意思是不需要那么多新增就业也能维持失业率稳定。这算是个技术性利好。而且科罗拉多的人才底子还在,只要系统修好,信心回来,还是有翻盘机会的。
董小姐
无论数据怎么变,核心竞争力才是硬道理。希望科罗拉多能尽快把那套烂系统修好,给公众一个交代。hanjf12,做决策要看数据,但更要看清数据背后的逻辑。
雷总
没错,永远相信美好的事情即将发生,但也得做好过冬的准备。感谢收听 Goose Pod,早点休息,明天又是新的一天!晚安!

科罗拉多州就业市场下滑,立法经济学家指责数据不佳。新失业保险系统导致数据偏差,影响决策。科技和建筑业受创,数万家庭生计受影响。数据不准确加剧了经济不确定性,亟需修复系统以恢复信任。

Colorado’s job market slumps as legislative economist calls out bad data

Read original at Colorado Public Radio

This is a part of an occasional series looking at aspects of Colorado’s faltering economy.Colorado’s job market is on shaky ground, but it’s increasingly hard to measure the magnitude of this economic temblor. The group that produces economic forecasts for the state legislature says problems with Colorado’s data make it difficult, if not impossible, to suss out the real story about the health of the job market.

At the same time, there’s a big hole in the numbers because nobody was collecting information on jobs during the government shutdown.If you’re not an economist, talking about jobs and the economy can be complicated. There are a lot of statistics from multiple sources to keep track of. The numbers are frequently revised and packaged in jargon.

But most people understand the importance of having a job and a steady paycheck when it comes to financial stability. A healthy job market is the bedrock of a healthy economy. So, is Colorado's economy healthy? The official data shows the state’s employment growth has been lagging the U.S. rate since early 2024.

There’s no obvious reason for Colorado’s weak employment numbers, but there are a couple of theories.Doubts in the dataOne possibility is that the data is simply wrong. Colorado’s labor department rolled out a new unemployment insurance computer system in 2023 that introduced significant errors in data collection.

Colorado’s jobs data was so unreliable that the U.S. Bureau of Labor Statistics, the federal agency that collects and publishes jobs data, briefly stopped publishing Colorado’s numbers earlier this year.The problem has since been fixed, according to Colorado’s labor department. However, there are indications that the quality of the information submitted by employers may still be lower than it was before the system update, Tim Wonhof, Colorado’s director of the office of labor information, said in an emailed statement.

The state continues to “actively investigate whether, and the extent to which, employment and wages may not be represented in the data.” It keeps the doubts lingering, according to Greg Sobetski, chief economist for Colorado’s Legislative Council Staff, a nonpartisan group that produces economic forecasts for the state legislature.

“I am skeptical of the details of those growth rates … because relatively small methodological problems can really tell a different story about the condition that the economy's in,” Sobetski said. “If we're saying, well, employment increased by 1 percent, versus 0.5 percent, versus 0 percent, versus it fell by 0.

5 percent, those are relatively small differences in data quality … But they're radically different stories about the health of the economy.”His biggest qualm with the state’s data is there’s no way to align current statistics with those that predate the computer system overhaul.“I don't think there's a way to remediate the data to or rehabilitate the data such that they're consistent with the preexisting data,” he said.

Simply put, the experts that the state government rely on for economic information are skeptical of the labor department’s reports because there’s no way to match up the new data with the old data to track job growth in the long term.Revisions reveal swingsEven under the best circumstances, it’s impossible to get a perfect snapshot of the job market in real time.

The accuracy of the initial numbers depends in part on how long it takes for businesses to respond to government surveys. There are always revisions to the early estimates. Lately, those revisions have been large, especially for Colorado. In September, the federal agency estimated that Colorado added 51,000 fewer jobs than previously reported during the 12-month period ended in March.

The country overall created 911,000 fewer jobs than previously thought in the largest revision in U.S. history.Among the states, Colorado’s downward revision stood out as the second biggest behind North Carolina. On a percentage basis, Colorado had the biggest drop in job growth relative to prior estimates at 1.

8 percent.The revisions are still preliminary and will be adjusted again before they are finalized. If the current estimates hold, the job picture in Colorado is bleak.But according to Sobetski, information on wage withholdings in Colorado doesn’t line up with that grim forecast. “I would just say our expectations for the economy are largely not rooted in these data because we don't take them very seriously right now … I still think the data are pretty significantly impaired and I'm hesitant to rely on them,” he said.

Downturn in techBut what if the numbers are correct, and Colorado’s job market really is slowing dramatically? According to economists at the Federal Reserve Bank of Kansas City, Colorado’s job growth stalled at the start of 2023. In early 2024, the state’s unemployment rate surpassed the U.S. rate for the first time since the oil bust of the 1980s.

A wave of layoffs in the technology sector in recent years hit Colorado particularly hard, according to David Rodziewicz, an economist with the Kansas City Fed, which analyzes economic data across the Rocky Mountain region.“We've seen a downturn in the tech industry, which Colorado is more concentrated in than the national average,” Rodziewicz said.

Technology accounted for roughly 12.5 percent of Colorado’s jobs from 2022 through 2024, compared with 9 percent for the U.S., he said.The last time the state’s unemployment outpaced the nation’s in the 80s, it was because Colorado’s employment base was heavily concentrated in the energy sector, which was in the midst of a major bust at the time.

Colorado’s economy is far more diversified than it was 40 years ago, but it’s a similar dynamic, according to Rodziewicz.“We had an industry-specific shock where Colorado was more concentrated,” he said. Some point to TrumpBut that’s not the whole story. Other industries in Colorado are also lagging.

For instance, construction hiring in the state is down, even as it’s growing in much of the country. “We’ve witnessed a concentration of growth in a select number of industries and relatively flat growth across many industries,” the labor department’s Wonhof said. “The latter is somewhat concerning, but not surprising.

” Wonhof pointed to President Donald Trump’s trade policies, interest rate policy and political dysfunction in Washington as the reasons behind a lack of business activity in Colorado and nationally. But if the numbers are to be believed, Colorado’s job engine started sputtering well before President Trump was sworn in for his second term.

The questionable data makes it hard to know whether muddled signals point to a recession. Either way, Coloradans are hoping for the ground to stabilize.Colorado’s economy is flashing warning signs. Job growth has slowed to a trickle. Layoffs are inching up. The housing market is in a slump. Both the state and its biggest population center are struggling to plug massive budget holes.

On top of all that, the longest government shutdown in history was weighing on the economy. The big question, though, is whether all the bleak data points to something more serious: recession. And the answer is complicated. Colorado Public Radio takes a look at what those warning signs might mean through the new series Silent Recession.

Read more stories in the series here.

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